{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f6cc43a4",
   "metadata": {},
   "source": [
    "# Out-of-DIstribution detector for Neural networks (ODIN) with mobilenet\n",
    "\n",
    "The goal of this notebook is to understand [Enhancing The Reliability of Out-of-distribution Image Detection in Neural Networks](https://arxiv.org/abs/1706.02690). We transform a trained classifier into a out-of-distribution detector. Here, we will take a small mobilenet neural network trained on CIFAR10 and see how to use it to make a detector for out-of-distirbution samples obtianed by cropping images from the ImageNet dataset.\n",
    "\n",
    "The image below is taken from the original paper and shows the performances obtained with the ODIN method on DenseNet-BC-100 network.\n",
    "![](https://raw.githubusercontent.com/ShiyuLiang/odin-pytorch/master/figures/original_optimal_shade.png)\n",
    "\n",
    "A detector is a binary classifier thath needs to output $1$ when the input image is from the in-distribution (CIFAR10) and $0$ when the input image is from the out-distribution (ImageNet-crop).\n",
    "TPR on CIFAR10 is then the probability that the detector is correct on an image from CIFAR10 and FPR on TinyImagenNet (crop) is the probability that the detector is not correct on an image from ImageNet-crop.\n",
    "As in binary classification, we aim at maximizing TPR while minimizing FPR and the tradeoff between these two goals is capured by a ROC curve (shown above).\n",
    "\n",
    "In this practical, we derive ROC curves for the ODIN methods with the mobilenet network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "54e18c02",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "from torch.utils.data import DataLoader\n",
    "import sys\n",
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from sklearn import metrics\n",
    "\n",
    "DEVICE = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45a1537d",
   "metadata": {},
   "source": [
    "# Mobilenet for CIFAR10\n",
    "\n",
    "We will use a pretrained model called [Mobilenet v2](https://pytorch.org/hub/pytorch_vision_mobilenet_v2/) which is an efficient network optimized for speed and memory, with [residual blocks](https://dataflowr.github.io/website/modules/17-resnets/). The default version from `torch.vision` is pretrained on Imagenet so we will rely on the version provided by [PyTorch_CIFAR10](https://github.com/huyvnphan/PyTorch_CIFAR10) which was trained on CIFAR10.\n",
    "\n",
    "The code below allows you to download the weights of the neural network and the [piece of code](https://github.com/dataflowr/notebooks/blob/master/Module17/mobilenetv2.py) that will be useful for us (without cloning the whole repo above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cb5d4d3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# the code below downloads the weights of the neural net and should be run only once.\n",
    "# You can uncomment it and run it, the first time you are using it or if you are running on colab.\n",
    "#%mkdir state_dicts\n",
    "#%cd state_dicts/\n",
    "#!wget https://www.di.ens.fr/~lelarge/mobilenet_v2.pt\n",
    "#%cd .."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "c81b932e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# if on colab first uncomment and run the following command (only once):\n",
    "#!wget https://raw.githubusercontent.com/dataflowr/notebooks/master/Module17/mobilenetv2.py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a1be80f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MobileNetV2(\n",
       "  (features): Sequential(\n",
       "    (0): ConvBNReLU(\n",
       "      (0): Conv2d(3, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (2): ReLU6(inplace=True)\n",
       "    )\n",
       "    (1): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=32, bias=False)\n",
       "          (1): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): Conv2d(32, 16, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (2): BatchNorm2d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (2): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(16, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=96, bias=False)\n",
       "          (1): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(96, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(24, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (3): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(24, 144, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(144, 144, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=144, bias=False)\n",
       "          (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(144, 24, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(24, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (4): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(24, 144, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(144, 144, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=144, bias=False)\n",
       "          (1): BatchNorm2d(144, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(144, 32, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (5): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(32, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=192, bias=False)\n",
       "          (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(192, 32, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (6): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(32, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(192, 192, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=192, bias=False)\n",
       "          (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(192, 32, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (7): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(32, 192, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(192, 192, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=192, bias=False)\n",
       "          (1): BatchNorm2d(192, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(192, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (8): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (9): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (10): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(384, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (11): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(64, 384, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(384, 384, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=384, bias=False)\n",
       "          (1): BatchNorm2d(384, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(384, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (12): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(96, 576, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(576, 576, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=576, bias=False)\n",
       "          (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(576, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (13): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(96, 576, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(576, 576, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=576, bias=False)\n",
       "          (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(576, 96, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(96, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (14): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(96, 576, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(576, 576, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=576, bias=False)\n",
       "          (1): BatchNorm2d(576, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(576, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(160, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (15): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(160, 960, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(960, 960, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=960, bias=False)\n",
       "          (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(960, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(160, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (16): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(160, 960, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(960, 960, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=960, bias=False)\n",
       "          (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(960, 160, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(160, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (17): InvertedResidual(\n",
       "      (conv): Sequential(\n",
       "        (0): ConvBNReLU(\n",
       "          (0): Conv2d(160, 960, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "          (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (1): ConvBNReLU(\n",
       "          (0): Conv2d(960, 960, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), groups=960, bias=False)\n",
       "          (1): BatchNorm2d(960, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "          (2): ReLU6(inplace=True)\n",
       "        )\n",
       "        (2): Conv2d(960, 320, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "        (3): BatchNorm2d(320, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (18): ConvBNReLU(\n",
       "      (0): Conv2d(320, 1280, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
       "      (1): BatchNorm2d(1280, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (2): ReLU6(inplace=True)\n",
       "    )\n",
       "  )\n",
       "  (classifier): Sequential(\n",
       "    (0): Dropout(p=0.2, inplace=False)\n",
       "    (1): Linear(in_features=1280, out_features=10, bias=True)\n",
       "  )\n",
       ")"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from mobilenetv2 import mobilenet_v2\n",
    "\n",
    "model = mobilenet_v2(pretrained=True)\n",
    "model.eval()\n",
    "model.to(DEVICE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1e678a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "NORM_BIAS = [125.3 / 255, 123.0 / 255, 113.9 / 255]\n",
    "NORM_SCALE = [63.0 / 255, 62.1 / 255.0, 66.7 / 255.0]\n",
    "EPS_FSGM = 1e-2\n",
    "IMAGE_SIZE = (32, 32)\n",
    "batch_size = 64\n",
    "\n",
    "#%mkdir data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "19c295c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Files already downloaded and verified\n"
     ]
    }
   ],
   "source": [
    "transform = transforms.Compose(\n",
    "    [\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize(NORM_BIAS, NORM_SCALE),\n",
    "        transforms.Resize(IMAGE_SIZE),\n",
    "    ]\n",
    ")\n",
    "\n",
    "testset = torchvision.datasets.CIFAR10(root=\"./data/\", train=False, download=True, transform=transform)\n",
    "testloaderIn = DataLoader(testset, batch_size=batch_size, shuffle=False, num_workers=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4489735",
   "metadata": {},
   "source": [
    "## Question 1: test your network\n",
    "\n",
    "Use the code from the [course](https://dataflowr.github.io/website/modules/5-stacking-layers/) (when we did overfit a MLP on CIFAR10) in order to get the performance of the pretrained network on CIFAR10 test set.\n",
    "\n",
    "The dataloader is given to you above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0d744109",
   "metadata": {},
   "outputs": [],
   "source": [
    "def test(model, test_loader, device = DEVICE):\n",
    "    model.eval()\n",
    "    test_correct = 0\n",
    "    test_l =0\n",
    "    for i, (batch, targets) in enumerate(test_loader):\n",
    "        bs = batch.shape[0]\n",
    "        batch = batch.to(device)\n",
    "        targets = targets.to(device)\n",
    "        output = model(batch)\n",
    "        pred = output.max(1, keepdim=True)[1]\n",
    "        test_correct += pred.eq(targets.view_as(pred)).sum().item()\n",
    "        test_l += bs\n",
    "    \n",
    "    print('End of testing. Test accuracy {:.2f}%'.format(\n",
    "    100 * test_correct / test_l))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fbd083e0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "End of testing. Test accuracy 93.91%\n"
     ]
    }
   ],
   "source": [
    "test(model, testloaderIn)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07b2e3a3",
   "metadata": {},
   "source": [
    "## Out-of-distribution Dataset\n",
    "\n",
    "The code below allows you to download the out-of-distribution dataset.\n",
    "You should not modify this code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1fc96973",
   "metadata": {},
   "outputs": [],
   "source": [
    "def imshow(inp, title=None):\n",
    "#   Imshow for Tensor.\n",
    "    inp = inp.numpy().transpose((1, 2, 0))\n",
    "    inp = np.clip(NORM_SCALE * inp + NORM_BIAS, 0,1)\n",
    "    plt.imshow(inp)\n",
    "    if title is not None:\n",
    "        plt.title(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "12fcbd26",
   "metadata": {},
   "outputs": [],
   "source": [
    "batchIn = next(iter(testloaderIn))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bb04bdef",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgIn = batchIn[0]\n",
    "imgIn = torch.narrow(imgIn, 0, 0, 32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5c20e999",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im_in = torchvision.utils.make_grid(imgIn)\n",
    "\n",
    "imshow(im_in,title='images from CIFAR10')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1012280e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cat',\n",
       " 'ship',\n",
       " 'ship',\n",
       " 'ship',\n",
       " 'frog',\n",
       " 'frog',\n",
       " 'automobile',\n",
       " 'frog',\n",
       " 'cat',\n",
       " 'automobile',\n",
       " 'airplane',\n",
       " 'truck',\n",
       " 'dog',\n",
       " 'horse',\n",
       " 'truck',\n",
       " 'ship',\n",
       " 'dog',\n",
       " 'horse',\n",
       " 'ship',\n",
       " 'frog',\n",
       " 'horse',\n",
       " 'airplane',\n",
       " 'deer',\n",
       " 'truck',\n",
       " 'dog',\n",
       " 'bird',\n",
       " 'deer',\n",
       " 'airplane',\n",
       " 'truck',\n",
       " 'frog',\n",
       " 'frog',\n",
       " 'dog']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "CIFAR10_labels = ['airplane', 'automobile','bird','cat','deer','dog','frog','horse','ship','truck']\n",
    "preds = model(imgIn.to(DEVICE)).max(1, keepdim=True)[1]\n",
    "[CIFAR10_labels[pred] for pred in preds]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "aa323ce6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# The code below dowload the out-of-distribution dataset\n",
    "# if on colab first uncomment and run the following command (only once):\n",
    "#%cd data\n",
    "#!wget https://www.dropbox.com/s/avgm2u562itwpkl/Imagenet.tar.gz\n",
    "#!tar -xvzf Imagenet.tar.gz\n",
    "#%cd .."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b4cce31c",
   "metadata": {},
   "outputs": [],
   "source": [
    "testsetout = torchvision.datasets.ImageFolder(\"./data/Imagenet/\", transform=transform)\n",
    "testloaderOut = DataLoader(testsetout, batch_size=batch_size, shuffle=False, num_workers=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "efd2e8f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "batchOut = next(iter(testloaderOut))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "1eed35b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "imgOut = batchOut[0]\n",
    "imgOut = torch.narrow(imgOut, 0, 0, 32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5533600d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im_out = torchvision.utils.make_grid(imgOut)\n",
    "\n",
    "imshow(im_out, title='images from ImageNet-crop')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1beec9de",
   "metadata": {},
   "source": [
    "We have now two dataloaders `testloaderIn` and `testloaderOut` corresponding to the in- and out-distribution, and our mobilenet network `model`. \n",
    "\n",
    "# Out-of-distribution Detector\n",
    "\n",
    "Our network `model` has been trained on CIFAR10 and hence outputs a vetor of size 10 representing the logprobs of being one of the 10 classes of CIFAR10. To use our model as a detector, we need to transform this output into a single value corresponding to the probability of being from the in-distribution. Hence, we want this output to be high for images from CIFAR10 and low for images from ImageNet-crop.\n",
    "\n",
    "## Temperature scaling\n",
    "\n",
    "The first method proposed in [ODIN](https://arxiv.org/abs/1706.02690) relies on the fact that the trained network should be more confident on images from the in-distribution than on images form the out-distribution.\n",
    "\n",
    "For an image ${\\bf x}$, let $f({\\bf x}) = (f_1({\\bf x}),\\dots, f_C({\\bf x}))\\in \\mathbb{R}^C$ be the output of the network, where $C$ is the number of classes. We define for a temperature scaling parameter $T>0$,\n",
    "\\begin{eqnarray*}\n",
    "S_i({\\bf x},T) = \\frac{\\exp(f_i({\\bf x})/T)}{\\sum_{j=1}^C \\exp(f_j({\\bf x})/T)}\\geq 0,\n",
    "\\end{eqnarray*}\n",
    "so that $\\sum_i S_i({\\bf x},T)=1$. The **softmax score** is then $\\max_i S_i({\\bf x},T)$.\n",
    "\n",
    "We expect the softmax score to be higher for images from the in-distribution than for images from the out-distribution. Hence we can build a classifier based on this score."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5440cca4",
   "metadata": {},
   "source": [
    "## Question 2: compute the softmax score\n",
    "\n",
    "Compute the softmax scores with $T=1$ and $T=1000$ and plot the corresponding ROC curves (using [`metrics.roc_curve`](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.roc_curve.html)).\n",
    "\n",
    "Hint: to get a picture similar to the one in the paper shown above use `plt.ylim(0.8, 1.002)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ee031f05",
   "metadata": {},
   "outputs": [],
   "source": [
    "# this function takes a model, an algorithm and a dataloader and compute all the corresponding scores\n",
    "# To use this function your algorithm needs to have a method apply taking as input \n",
    "# a batch and the model in order to compute the scores for the batch\n",
    "def compute_scores(model, algo, loader, device=DEVICE):\n",
    "    model.eval()\n",
    "    all_scores = []\n",
    "    for i, (batch, targets) in enumerate(loader):\n",
    "        bs = batch.shape[0]\n",
    "        batch = batch.to(device)\n",
    "        scores = algo.apply(batch, model)\n",
    "        all_scores += scores\n",
    "    return all_scores\n",
    "# You can test your method apply by running commands like:\n",
    "# name_of_your_algo.apply(imgIn.to(DEVICE), model)\n",
    "# name_of_your_algo.apply(imgOut.to(DEVICE), model)\n",
    "# to obtain the scores on the small batchs made above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1014e3f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "softmax_score = lambda x, t: torch.max(torch.softmax(x / t, dim=-1), dim=-1).values.detach().cpu().numpy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f3f7a2ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "class BaseAlgorithm():\n",
    "    def __init__(self, temperature: float = 1.0):\n",
    "        self.temperature = temperature\n",
    "        self.function = softmax_score #lambda x, t: torch.max(torch.softmax(x / t, dim=-1), dim=-1).values\n",
    "\n",
    "    @torch.no_grad()\n",
    "    def apply(self, images, net):\n",
    "        outputs = net(images)\n",
    "        scores = self.function(outputs, self.temperature)\n",
    "        return [s.item() for s in scores]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8fd36465",
   "metadata": {},
   "outputs": [],
   "source": [
    "base = BaseAlgorithm(temperature=1.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bfadb274",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores_In = compute_scores(model, base, testloaderIn)\n",
    "scores_Out = compute_scores(model, base, testloaderOut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "b649cfc2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_In, bins = 25, alpha=0.5, label='softmax scores IN');\n",
    "plt.hist(scores_Out, bins = 25, alpha=0.5, label='softmax scores OUT');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "19332677",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = np.array([1]*len(scores_In)+[0]*len(scores_Out))\n",
    "scores = scores_In+scores_Out\n",
    "fpr, tpr, thresholds = metrics.roc_curve(y, scores)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "403787b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "base1 = BaseAlgorithm(temperature=1000.)\n",
    "scores_In1 = compute_scores(model, base1, testloaderIn)\n",
    "scores_Out1 = compute_scores(model, base1, testloaderOut)\n",
    "scores1 = scores_In1+scores_Out1\n",
    "fpr1, tpr1, thresholds1 = metrics.roc_curve(y, scores1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a365ba38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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++eQT+8GE77//vsaOHau+ffvqxIkTat68uV5++WVJZ2dSli1bpqSkJE2ePFlhYWGaNGmSxwLe0rRp00br16/X888/r9tvv12WZalZs2bq3bu3pLM3m/vggw80ceJEFRQUKDIyUu+8845atWpVrnGTzi4kvuuuuzzW+AAALs5hlVyHW81c7HHcBQUFysrKUpMmTeTn51dJLQSuHn7nAZSmKl5GfbHP73OxBgYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4B5hqye/duderUSX5+fmrbtm1lNwcAgHLjUQLnWjvl6p7vznFX9XQTJkxQQECA9uzZo8DAQCUnJ2vkyJHlepIyLt2ZM2c0Z84cLV68WHv37lWtWrXUqVMnjR8/Xp07d7bLTZw4UR999JEyMzM93v/DDz+oSZMm2rZtm2bNmqU33njjgueKiIj4zad8A0B1wAzMNWTfvn267bbbFBERoZCQkMpuTpVTVFRU4XValqU+ffpo0qRJeuaZZ7Rr1y6tW7dO4eHhuuOOO/TRRx+Vqb7Zs2fr4MGD9iZJr7/+uv36q6++qvA+AEBVRIAxyHvvvafWrVurVq1aCgkJUWxsrE6cOCFJKi4u1qRJk9SwYUP5+vqqbdu2WrVqlf1eh8OhjIwMTZo0SQ6HQ3fccYcee+wx5eXlyeFwyOFw2A9ybNy4sV566SUNHDhQgYGBioiI0IoVK3T48GHdf//9CgwMVJs2bbRlyxa7/iNHjqhv3766/vrr5e/vr9atW+udd96xjx8+fFgul0t/+ctf7H0bN26Uj4+P0tLSSu1vUVGREhISFBYWJj8/P0VERGjKlP/Okh07dkxPPvmkQkND5efnpxtvvNHjydbvv/++WrVqJV9fXzVu3FjTp0/3qL9x48aaPHmyBg4cKKfTqaFDh0qS/vOf/+j2229XrVq1FB4erhEjRtjjLEkLFixQZGSk/Pz8FBoaqoceeuiCf2bLli3Te++9p3/+858aMmSImjRpopiYGP3973/XfffdpyFDhnjU/VuCgoLkcrnsTTr7gMmS1/Xq1bvkugDAZAQYQxw8eFB9+/bV448/bv8r/sEHH1TJszhnz56t6dOn65VXXtE333yjuLg43Xfffdq7d6/9/latWmnMmDE6ePCgVqxYoVmzZsnpdNr/eh87dqx9vpkzZ6pz587atm2bevbsqQEDBmjgwIHq37+/tm7dqmbNmmngwIH2+QsKCtS+fXulpKTo22+/1dChQzVgwABt3rxZklSvXj0tXrxYEydO1JYtW/Tzzz9rwIABSkhIULdu3Urt85w5c7RixQotW7ZMe/bs0ZIlS9S4cWNJZwPbPffcow0bNuitt97Szp079fLLL8vLy0uSlJGRoUceeUR9+vTR9u3bNXHiRL3wwgtKTk72OMcrr7yimJgYbdu2TS+88IL27dunHj16qFevXvrmm2/07rvv6j//+Y8SEhIkSVu2bNGIESM0adIk7dmzR6tWrVKXLl0u+Of29ttvq0WLFvr9739/3rExY8boyJEjSk1N/a0/fgDAr7AGxhAHDx7U6dOn9eCDDyoiIkKS1Lp1a/v4K6+8osTERPXp00eS9Ne//lVr167VrFmzNH/+fLlcLnl7eyswMND+l3tQUJAcDof9+ly/+93v9OSTT0qSkpKStHDhQnXo0EEPP/ywJCkxMVFut1u5ublyuVy6/vrrPQLQ8OHDtXr1ai1btkwdO3a063ziiSfUr18/3XzzzQoICPCYUfm17OxsRUZG6rbbbpPD4bD7LUmff/65Nm/erF27dqlFi7NPRG3atKl9fMaMGerWrZteeOEFSVKLFi20c+dOTZs2TY8++qhd7q677tKYMWPs10OGDFG/fv00cuRISVJkZKTmzJmjrl27auHChcrOzlZAQIDuvfde1a5dWxEREbrpppsu2IfvvvtOLVu2LPVYyf7vviv/02AB4FrFDIwhYmJi1K1bN7Vu3VoPP/ywXn31Vf3000+Szj56/MCBAx4LQiWpc+fO2rVrV7nO16ZNG/vn0NBQSZ6BqWTfoUOHJJ1dqDp58mS1bt1adevWVWBgoFavXq3s7GyPel955RWdPn1ay5cv15IlS+Tr63vBNjz66KPKzMxUVFSURowYoc8++8w+lpmZqYYNG9rh5dd27dpV6njs3btXZ86csffdfPPNHmW+/vprJScnKzAw0N7i4uJUXFysrKws3X333YqIiFDTpk01YMAALVmyRL/88ssF+yDJnqUCAFQcAowhvLy8lJqaqk8//VTR0dGaO3euoqKilJWVdUXOV7NmTftnh8NxwX3FxcWSpGnTpmn27NlKTEzU2rVrlZmZqbi4uPMWxu7bt08HDhxQcXHxb14t065dO2VlZWny5Mk6efKkHnnkEXu9Sa1atS67j5IUEBDg8fr48eN68sknlZmZaW9ff/219u7dq2bNmql27draunWr3nnnHYWFhSkpKUkxMTEXvJKrRYsWFwyRJftLQpjT6VReXt555UrqDgoKKmcvAaD6IcAYxOFwqHPnznrxxRe1bds2+fj46MMPP5TT6VSDBg20YcMGj/IbNmxQdHT0Bevz8fHxmI24HBs2bND999+v/v37KyYmRk2bNj3vq5GioiL1799fvXv31uTJkzVkyBB7BudCnE6nevfurVdffVXvvvuu3n//fR09elRt2rTRjz/+eMGvX1q2bFnqeLRo0cJeJ1Oadu3aaefOnWrevPl5m4+PjyTJ29tbsbGxmjp1qr755hv98MMPWrNmTan19enTR3v37tXHH3983rHp06crJCREd999tyQpKipKP/74o3Jzcz3Kbd26VX5+fmrUqNGFBwoArjGsgTHEpk2blJaWpu7du6t+/fratGmTDh8+bK+jePbZZzVhwgQ1a9ZMbdu21euvv67MzEwtWbLkgnU2btxYx48fV1pammJiYuTv7y9/f/9ytS8yMlLvvfeeNm7cqDp16mjGjBnKzc31CFDPP/+88vLyNGfOHAUGBuqTTz7R448/7nHl0LlmzJihsLAw3XTTTapRo4aWL18ul8ul4OBgde3aVV26dFGvXr00Y8YMNW/eXLt375bD4VCPHj00ZswYdejQQZMnT1bv3r2Vnp6uefPmacGCBRftR2Jiojp16qSEhAQNGTJEAQEB2rlzp1JTUzVv3jytXLlS33//vbp06aI6derok08+UXFxsaKiokqtr0+fPlq+fLkGDRqkadOmqVu3bsrPz9f8+fO1YsUKLV++3J4FiouLU1RUlPr27auXXnpJLpdLW7du1fjx4/XMM89cNHgBwLWGAGMIp9OpL774QrNmzVJ+fr4iIiI0ffp03XPPPZKkESNGKC8vT2PGjNGhQ4cUHR2tFStWKDIy8oJ13nrrrRo2bJh69+6tI0eOaMKECfal1GU1fvx4ff/994qLi5O/v7+GDh2qBx54wP5KZN26dZo1a5bWrl0rp9MpSXrzzTcVExOjhQsX6qmnnjqvztq1a2vq1Knau3evvLy81KFDB33yySeqUePsxOH777+vsWPHqm/fvjpx4oSaN2+ul19+WdLZmZRly5YpKSlJkydPVlhYmCZNmuSxgLc0bdq00fr16/X888/r9ttvl2VZatasmXr37i3p7CXLH3zwgSZOnKiCggJFRkbqnXfeUatWrUqtz+FwaNmyZZo1a5Zmzpypp59+Wn5+fnK73Vq3bp3HOh1vb2999tln+tOf/qS+ffvq8OHDatKkiZ555hmNHj26bH8gAFDNOaxqusIwPz9fQUFBysvLsz8wSxQUFCgrK0tNmjSRn59fJbUQuHr4nQdQmpmp5b8KctTdpV9Ecbku9vl9LtbAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwzjUdYKrpBVjAefhdB1DdXJMBpuSW+L/1DBuguij5XT/3cRAAYLJr8kZ2Xl5eCg4Otm9j7+/vbz/bB6hOLMvSL7/8okOHDik4OJi7+QKoNq7JACNJLpdLkn7zWTxAdRAcHGz/zgNAdXDNBhiHw6GwsDDVr19fp06dquzmAFdMzZo1mXkBUO1cswGmhJeXF/9zBwDAMNfkIl4AAGA2AgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxLivAvPzyy3I4HBo5cqS9r6CgQPHx8QoJCVFgYKB69eql3Nxcj/dlZ2erZ8+e8vf3V/369fXss8/q9OnTHmXWrVundu3aydfXV82bN1dycvLlNBUAAFQj5Q4wX331lf72t7+pTZs2HvtHjRqljz/+WMuXL9f69et14MABPfjgg/bxM2fOqGfPnioqKtLGjRv1xhtvKDk5WUlJSXaZrKws9ezZU3feeacyMzM1cuRIDRkyRKtXry5vcwEAQDVSrgBz/Phx9evXT6+++qrq1Klj78/Ly9M//vEPzZgxQ3fddZfat2+v119/XRs3btSXX34pSfrss8+0c+dOvfXWW2rbtq3uueceTZ48WfPnz1dRUZEkadGiRWrSpImmT5+uli1bKiEhQQ899JBmzpxZAV0GAACmK1eAiY+PV8+ePRUbG+uxPyMjQ6dOnfLYf8MNN6hRo0ZKT0+XJKWnp6t169YKDQ21y8TFxSk/P187duywy/y67ri4OLuO0hQWFio/P99jAwAA1ZN3Wd+wdOlSbd26VV999dV5x3JycuTj46Pg4GCP/aGhocrJybHLnBteSo6XHLtYmfz8fJ08eVK1atU679xTpkzRiy++WNbuAAAAA5VpBmb//v165plntGTJEvn5+V2pNpXLuHHjlJeXZ2/79++v7CYBAIArpEwBJiMjQ4cOHVK7du3k7e0tb29vrV+/XnPmzJG3t7dCQ0NVVFSkY8eOebwvNzdXLpdLkuRyuc67Kqnk9W+VcTqdpc6+SJKvr6+cTqfHBgAAqqcyBZhu3bpp+/btyszMtLebb75Z/fr1s3+uWbOm0tLS7Pfs2bNH2dnZcrvdkiS3263t27fr0KFDdpnU1FQ5nU5FR0fbZc6to6RMSR0AAODaVqY1MLVr19aNN97osS8gIEAhISH2/sGDB2v06NGqW7eunE6nhg8fLrfbrU6dOkmSunfvrujoaA0YMEBTp05VTk6Oxo8fr/j4ePn6+kqShg0bpnnz5um5557T448/rjVr1mjZsmVKSUmpiD4DAADDlXkR72+ZOXOmatSooV69eqmwsFBxcXFasGCBfdzLy0srV67UU089JbfbrYCAAA0aNEiTJk2yyzRp0kQpKSkaNWqUZs+erYYNG+q1115TXFxcRTcXAAAYyGFZllXZjbgS8vPzFRQUpLy8PNbDAABQipmp35X7vaPublGBLfmvS/385llIAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABinTAFm4cKFatOmjZxOp5xOp9xutz799FP7eEFBgeLj4xUSEqLAwED16tVLubm5HnVkZ2erZ8+e8vf3V/369fXss8/q9OnTHmXWrVundu3aydfXV82bN1dycnL5ewgAAKqdMgWYhg0b6uWXX1ZGRoa2bNmiu+66S/fff7927NghSRo1apQ+/vhjLV++XOvXr9eBAwf04IMP2u8/c+aMevbsqaKiIm3cuFFvvPGGkpOTlZSUZJfJyspSz549deeddyozM1MjR47UkCFDtHr16grqMgAAMJ3DsizrciqoW7eupk2bpoceekj16tXT22+/rYceekiStHv3brVs2VLp6enq1KmTPv30U9177706cOCAQkNDJUmLFi1SYmKiDh8+LB8fHyUmJiolJUXffvutfY4+ffro2LFjWrVq1SW3Kz8/X0FBQcrLy5PT6bycLgIAUC3NTP2u3O8ddXeLCmzJf13q53e518CcOXNGS5cu1YkTJ+R2u5WRkaFTp04pNjbWLnPDDTeoUaNGSk9PlySlp6erdevWdniRpLi4OOXn59uzOOnp6R51lJQpqQMAAMC7rG/Yvn273G63CgoKFBgYqA8//FDR0dHKzMyUj4+PgoODPcqHhoYqJydHkpSTk+MRXkqOlxy7WJn8/HydPHlStWrVKrVdhYWFKiwstF/n5+eXtWsAAMAQZZ6BiYqKUmZmpjZt2qSnnnpKgwYN0s6dO69E28pkypQpCgoKsrfw8PDKbhIAALhCyhxgfHx81Lx5c7Vv315TpkxRTEyMZs+eLZfLpaKiIh07dsyjfG5urlwulyTJ5XKdd1VSyevfKuN0Oi84+yJJ48aNU15enr3t37+/rF0DAACGuOz7wBQXF6uwsFDt27dXzZo1lZaWZh/bs2ePsrOz5Xa7JUlut1vbt2/XoUOH7DKpqalyOp2Kjo62y5xbR0mZkjouxNfX1768u2QDAADVU5nWwIwbN0733HOPGjVqpJ9//llvv/221q1bp9WrVysoKEiDBw/W6NGjVbduXTmdTg0fPlxut1udOnWSJHXv3l3R0dEaMGCApk6dqpycHI0fP17x8fHy9fWVJA0bNkzz5s3Tc889p8cff1xr1qzRsmXLlJKSUvG9BwAARipTgDl06JAGDhyogwcPKigoSG3atNHq1at19913S5JmzpypGjVqqFevXiosLFRcXJwWLFhgv9/Ly0srV67UU089JbfbrYCAAA0aNEiTJk2yyzRp0kQpKSkaNWqUZs+erYYNG+q1115TXFxcBXUZAACY7rLvA1NVcR8YAAAu7pq8DwwAAEBlIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADG8a7sBgAAgPKZmfpdZTeh0jADAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjlCnATJkyRR06dFDt2rVVv359PfDAA9qzZ49HmYKCAsXHxyskJESBgYHq1auXcnNzPcpkZ2erZ8+e8vf3V/369fXss8/q9OnTHmXWrVundu3aydfXV82bN1dycnL5eggAAKqdMgWY9evXKz4+Xl9++aVSU1N16tQpde/eXSdOnLDLjBo1Sh9//LGWL1+u9evX68CBA3rwwQft42fOnFHPnj1VVFSkjRs36o033lBycrKSkpLsMllZWerZs6fuvPNOZWZmauTIkRoyZIhWr15dAV0GAACmc1iWZZX3zYcPH1b9+vW1fv16denSRXl5eapXr57efvttPfTQQ5Kk3bt3q2XLlkpPT1enTp306aef6t5779WBAwcUGhoqSVq0aJESExN1+PBh+fj4KDExUSkpKfr222/tc/Xp00fHjh3TqlWrLqlt+fn5CgoKUl5enpxOZ3m7CABAlTUz9btKO/eou1tckXov9fP7stbA5OXlSZLq1q0rScrIyNCpU6cUGxtrl7nhhhvUqFEjpaenS5LS09PVunVrO7xIUlxcnPLz87Vjxw67zLl1lJQpqaM0hYWFys/P99gAAED1VO4AU1xcrJEjR6pz58668cYbJUk5OTny8fFRcHCwR9nQ0FDl5OTYZc4NLyXHS45drEx+fr5OnjxZanumTJmioKAgewsPDy9v1wAAQBVX7gATHx+vb7/9VkuXLq3I9pTbuHHjlJeXZ2/79++v7CYBAIArxLs8b0pISNDKlSv1xRdfqGHDhvZ+l8uloqIiHTt2zGMWJjc3Vy6Xyy6zefNmj/pKrlI6t8yvr1zKzc2V0+lUrVq1Sm2Tr6+vfH19y9MdAABgmDLNwFiWpYSEBH344Ydas2aNmjRp4nG8ffv2qlmzptLS0ux9e/bsUXZ2ttxutyTJ7XZr+/btOnTokF0mNTVVTqdT0dHRdplz6ygpU1IHAAC4tpVpBiY+Pl5vv/22/vWvf6l27dr2mpWgoCDVqlVLQUFBGjx4sEaPHq26devK6XRq+PDhcrvd6tSpkySpe/fuio6O1oABAzR16lTl5ORo/Pjxio+Pt2dQhg0bpnnz5um5557T448/rjVr1mjZsmVKSUmp4O4DAAATlWkGZuHChcrLy9Mdd9yhsLAwe3v33XftMjNnztS9996rXr16qUuXLnK5XPrggw/s415eXlq5cqW8vLzkdrvVv39/DRw4UJMmTbLLNGnSRCkpKUpNTVVMTIymT5+u1157TXFxcRXQZQAAYLrLug9MVcZ9YAAA1R33gQEAADAIAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA4xBgAACAcQgwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMA4BBgAAGIcAAwAAjEOAAQAAxiHAAAAA45Q5wHzxxRf6/e9/rwYNGsjhcOijjz7yOG5ZlpKSkhQWFqZatWopNjZWe/fu9Shz9OhR9evXT06nU8HBwRo8eLCOHz/uUeabb77R7bffLj8/P4WHh2vq1Kll7x0AAKiWyhxgTpw4oZiYGM2fP7/U41OnTtWcOXO0aNEibdq0SQEBAYqLi1NBQYFdpl+/ftqxY4dSU1O1cuVKffHFFxo6dKh9PD8/X927d1dERIQyMjI0bdo0TZw4UX//+9/L0UUAAFDdOCzLssr9ZodDH374oR544AFJZ2dfGjRooDFjxmjs2LGSpLy8PIWGhio5OVl9+vTRrl27FB0dra+++ko333yzJGnVqlX63e9+px9//FENGjTQwoUL9fzzzysnJ0c+Pj6SpD/+8Y/66KOPtHv37ktqW35+voKCgpSXlyen01neLgIAUGXNTP2u0s496u4WV6TeS/38rtA1MFlZWcrJyVFsbKy9LygoSLfccovS09MlSenp6QoODrbDiyTFxsaqRo0a2rRpk12mS5cudniRpLi4OO3Zs0c//fRTqecuLCxUfn6+xwYAAKqnCg0wOTk5kqTQ0FCP/aGhofaxnJwc1a9f3+O4t7e36tat61GmtDrOPcevTZkyRUFBQfYWHh5++R0CAABVUrW5CmncuHHKy8uzt/3791d2kwAAwBVSoQHG5XJJknJzcz325+bm2sdcLpcOHTrkcfz06dM6evSoR5nS6jj3HL/m6+srp9PpsQEAgOqpQgNMkyZN5HK5lJaWZu/Lz8/Xpk2b5Ha7JUlut1vHjh1TRkaGXWbNmjUqLi7WLbfcYpf54osvdOrUKbtMamqqoqKiVKdOnYpsMgAAMFCZA8zx48eVmZmpzMxMSWcX7mZmZio7O1sOh0MjR47USy+9pBUrVmj79u0aOHCgGjRoYF+p1LJlS/Xo0UNPPPGENm/erA0bNighIUF9+vRRgwYNJEn/8z//Ix8fHw0ePFg7duzQu+++q9mzZ2v06NEV1nEAAGAu77K+YcuWLbrzzjvt1yWhYtCgQUpOTtZzzz2nEydOaOjQoTp27Jhuu+02rVq1Sn5+fvZ7lixZooSEBHXr1k01atRQr169NGfOHPt4UFCQPvvsM8XHx6t9+/a67rrrlJSU5HGvGAAAcO26rPvAVGXcBwYAUN1xHxgAAACDEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABiHAAMAAIxDgAEAAMYhwAAAAOMQYAAAgHEIMAAAwDgEGAAAYBwCDAAAMI53ZTcAuOasnVIx9dw5rmLqAQADMQMDAACMwwwMYKqKmsmpKMwIAbiKmIEBAADGIcAAAADj8BUSgIrB4mQAVxEzMAAAwDjMwACoWpjJAXAJmIEBAADGIcAAAADj8BUSgOqJr6KAao0Ag+qvqt3wDQBw2fgKCQAAGIcAAwAAjMNXSABwNbAmB6hQBBgAuBjWUOEKm5n6XWU3wUh8hQQAAIxDgAEAAMYhwAAAAOMQYAAAgHFYxIuqi8WTwPm4mgmQxAwMAAAwEAEGAAAYhwADAACMwxoYALgWsZYGhmMGBgAAGIcAAwAAjMNXSKh4XP4MXDuq2t93vtK6ZjADAwAAjMMMDAAAl4GnSVcOAgwAoPqohK+0OmUfueCxLxsNvYotubYQYAAAuEI6Zf/9susgBJWONTAAAMA4zMAAAFCFVcQsjlT9ZnKYgQEAAMZhBgYAYLz07y+8kPZSuJuGVFBLcLUQYAAA17zLDUC4+ggw+K+qdkdNAAAugDUwAADAOAQYAABgHL5CAgBUCaxDQVkQYAAAFYYQgquFAAMAwDWgut0QjwADANUMsyC4FhBgqgMufwaqHEIEcGURYABUW4QIoPoiwACosgggAC6kSgeY+fPna9q0acrJyVFMTIzmzp2rjh07VnazgGsKz5gBUBVV2QDz7rvvavTo0Vq0aJFuueUWzZo1S3FxcdqzZ4/q169f2c0DriqTZyJMbjuAqqvKBpgZM2boiSee0GOPPSZJWrRokVJSUrR48WL98Y9/rOTWVRAW3xqFD2IAqDqqZIApKipSRkaGxo0bZ++rUaOGYmNjlZ6eXup7CgsLVVhYaL/Oy8uTJOXn51d8A7+YXvF14pJt/uFoZTcBAK5ZBSeOS7pCn6/n1GtZ1kXLVckA83//9386c+aMQkNDPfaHhoZq9+7dpb5nypQpevHFF8/bHx4efkXaCADAtWmeJOlPV/gsP//8s4KCgi54vEoGmPIYN26cRo8ebb8uLi7W0aNHFRISIofDUYktq7ry8/MVHh6u/fv3y+l0VnZzqjXG+uphrK8exvrquZbG2rIs/fzzz2rQoMFFy1XJAHPdddfJy8tLubm5Hvtzc3PlcrlKfY+vr698fX099gUHB1+pJlYrTqez2v+FqCoY66uHsb56GOur51oZ64vNvJSocRXaUWY+Pj5q37690tLS7H3FxcVKS0uT2+2uxJYBAICqoErOwEjS6NGjNWjQIN18883q2LGjZs2apRMnTthXJQEAgGtXlQ0wvXv31uHDh5WUlKScnBy1bdtWq1atOm9hL8rP19dXEyZMOO+rN1Q8xvrqYayvHsb66mGsz+ewfus6JQAAgCqmSq6BAQAAuBgCDAAAMA4BBgAAGIcAAwAAjEOAMcj8+fPVuHFj+fn56ZZbbtHmzZsvWHbHjh3q1auXGjduLIfDoVmzZpWrzoKCAsXHxyskJESBgYHq1avXeTcYHDFihNq3by9fX1+1bdv2crtZJVTFsf7666/Vt29fhYeHq1atWmrZsqVmz55dIf2tTFVxrI8cOaIePXqoQYMG8vX1VXh4uBISEq7Ys1+ulqo41uc6cuSIGjZsKIfDoWPHjpW3m1VCVR1rh8Nx3rZ06dLL7m+lsGCEpUuXWj4+PtbixYutHTt2WE888YQVHBxs5ebmllp+8+bN1tixY6133nnHcrlc1syZM8tV57Bhw6zw8HArLS3N2rJli9WpUyfr1ltv9ahn+PDh1rx586wBAwZYMTExFdntSlFVx/of//iHNWLECGvdunXWvn37rDfffNOqVauWNXfu3Aofg6ulqo710aNHrQULFlhfffWV9cMPP1iff/65FRUVZfXt27fCx+Bqqapjfa7777/fuueeeyxJ1k8//VQR3a4UVXmsJVmvv/66dfDgQXs7efJkhfb/aiHAGKJjx45WfHy8/frMmTNWgwYNrClTpvzmeyMiIkr9C/FbdR47dsyqWbOmtXz5crvMrl27LElWenr6efVNmDChWgQYE8a6xNNPP23deeedl9KtKsmksZ49e7bVsGHDS+lWlVTVx3rBggVW165drbS0NOMDTFUea0nWhx9+WI5eVT18hWSAoqIiZWRkKDY21t5Xo0YNxcbGKj09/YrVmZGRoVOnTnmUueGGG9SoUaNyn7eqM22s8/LyVLdu3XK1q7KZNNYHDhzQBx98oK5du5arXZWtqo/1zp07NWnSJP3zn/9UjRpmfyxV9bGWpPj4eF133XXq2LGjFi9eLMvQ28GZ/Ztyjfi///s/nTlz5ry7EIeGhionJ+eK1ZmTkyMfH5/zHop5Oeet6kwa640bN+rdd9/V0KFDy9WuymbCWPft21f+/v66/vrr5XQ69dprr5WrXZWtKo91YWGh+vbtq2nTpqlRo0blaktVUpXHWpImTZqkZcuWKTU1Vb169dLTTz+tuXPnlqtdlY0AAxjo22+/1f33368JEyaoe/fuld2camvmzJnaunWr/vWvf2nfvn0aPXp0ZTep2hk3bpxatmyp/v37V3ZTrgkvvPCCOnfurJtuukmJiYl67rnnNG3atMpuVrkQYAxw3XXXycvL67zV5Lm5uXK5XFesTpfLpaKiovOuBric81Z1Joz1zp071a1bNw0dOlTjx48vV5uqAhPG2uVy6YYbbtB9992nv/3tb1q4cKEOHjxYrrZVpqo81mvWrNHy5cvl7e0tb29vdevWza5/woQJ5WpbZarKY12aW265RT/++KMKCwvL1bbKRIAxgI+Pj9q3b6+0tDR7X3FxsdLS0uR2u69Yne3bt1fNmjU9yuzZs0fZ2dnlPm9VV9XHeseOHbrzzjs1aNAg/fnPfy5Xe6qKqj7Wv1ZcXCxJRv6PviqP9fvvv6+vv/5amZmZyszMtL+m+/e//634+Phyta0yVeWxLk1mZqbq1Klj5kMiK3sVMS7N0qVLLV9fXys5OdnauXOnNXToUCs4ONjKycmxLMuyBgwYYP3xj3+0yxcWFlrbtm2ztm3bZoWFhVljx461tm3bZu3du/eS67Sss5flNWrUyFqzZo21ZcsWy+12W26326Nte/futbZt22Y9+eSTVosWLezzFhYWXuFRuTKq6lhv377dqlevntW/f3+PSyAPHTp0FUblyqiqY52SkmItXrzY2r59u5WVlWWtXLnSatmypdW5c+erMCpXRlUd619bu3at8VchVdWxXrFihfXqq69a27dvt/bu3WstWLDA8vf3t5KSkq7CqFQ8AoxB5s6dazVq1Mjy8fGxOnbsaH355Zf2sa5du1qDBg2yX2dlZVmSztu6du16yXValmWdPHnSevrpp606depY/v7+1h/+8Afr4MGDHmW6du1a6rmysrIqegiumqo41hMmTCj1PBEREVdiCK6aqjjWa9assdxutxUUFGT5+flZkZGRVmJiotEfqpZVNcf616pDgLGsqjnWn376qdW2bVsrMDDQCggIsGJiYqxFixZZZ86cuSJjcKU5LMvQ66cAAMA1izUwAADAOAQYAABgHAIMAAAwDgEGAAAYhwADAACMQ4ABAADGIcAAAADjEGAAAIBxCDAAAMA4BBgAAGAcAgwAADAOAQYAABjn/wNPHo2pXfcirgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_In1, bins = 25, alpha=0.5, label='softmax scores IN');\n",
    "plt.hist(scores_Out1, bins = 25, alpha=0.5, label='softmax scores OUT');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7f9b4d5d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fpr, tpr, label ='T=1')\n",
    "plt.plot(fpr1, tpr1, label='T=1000')\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate')\n",
    "plt.ylim(0.8, 1.002)\n",
    "plt.title('Temperature scaling')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70581585",
   "metadata": {},
   "source": [
    "## Input preprocessing\n",
    "\n",
    "The second method relies on perturbing the imput image. The main idea is to perturb the image in order to increase its softmax score as follows:\n",
    "\\begin{eqnarray*}\n",
    "\\tilde{\\bf x} = {\\bf x} - \\epsilon \\text{sign}\\left( -\\nabla_{\\bf x} \\log S_{\\hat{y}}({\\bf x},T)\\right),\n",
    "\\end{eqnarray*}\n",
    "where $\\hat{y} =\\arg\\max_i S_i({\\bf x},T)$ and $\\epsilon>0$ is the noise magnitude applied on the image.\n",
    "This perturbation should have a much higher impact on CIFAR10 images (in-distribution) than on ImageNet images (out-distribution) making the detection easier.\n",
    "\n",
    "This second method can be used with the temperature scaling (this is why we keep the parameter $T$ in the formula above). Note that this method does not require the label of the image, as a result it can be applied to in-domain images as well as out-of domain images. The gradient can be computed with a standard [cross-entropy loss](https://pytorch.org/docs/stable/generated/torch.nn.CrossEntropyLoss.html) but note that the gradient is taken with respect to the pixels of the image not the weights of the neural network which are untouched. A similar technique has been used in [adversarial attacks](https://dataflowr.github.io/website/homework/2-CAM-adversarial/) where the goal was to perturb the image in order to fool the prediction made by the neural network."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2def5b6f",
   "metadata": {},
   "source": [
    "## Question 3: code the perturbation on the image and the ODIN algorithm with both perturbation and temperature scaling.\n",
    "\n",
    "Hints: \n",
    "- make a clone of the images and make it differentiable: \n",
    "```\n",
    "inputs = images.clone()\n",
    "inputs.requires_grad=True\n",
    "```\n",
    "- compute the label with `argmax`, the loss and do the backpropagation.\n",
    "- compute the sign of the gradient with [`torch.ge`](https://pytorch.org/docs/stable/generated/torch.ge.html#torch-ge) for example to get your binary gradient\n",
    "- remember that the images are first scaled with `NORM_SCALE`, hence divide your binary gradient by these quantity in order to implement exactly the algorithm described above (and to get better results!).\n",
    "- for the ODIN algorithm creat a class as you did above with a `apply` method so that you can reuse your code for computing scores. You can test your algo with commands like\n",
    "```\n",
    "scores_In_odin = odin.apply(imgIn.to(DEVICE), model)\n",
    "scores_Out_odin = odin.apply(imgOut.to(DEVICE), model)\n",
    "```\n",
    "\n",
    "Plot the resulting ROC curves."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4c044bcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dataclasses import dataclass\n",
    "@dataclass\n",
    "class Attacker:\n",
    "    \"\"\"Use an epsilon attack on the image\n",
    "    Makes the most likely class more likely \n",
    "    by eps*sign(grad(-logprob_class)).\"\"\"\n",
    "\n",
    "    temperature: float\n",
    "    noiseMagnitude: float\n",
    "    iters: int = 1\n",
    "    criteria = torch.nn.CrossEntropyLoss()\n",
    "    \n",
    "\n",
    "    def attack(self, images, net):\n",
    "        inputs = images.clone()\n",
    "        inputs.requires_grad=True\n",
    "        for _ in range(self.iters):\n",
    "            outputs = net(inputs)\n",
    "            labels = torch.argmax(outputs, dim=1)\n",
    "            # Using temperature scaling\n",
    "            outputs = outputs / self.temperature\n",
    "            loss = self.criteria(outputs, labels)\n",
    "            loss.backward()\n",
    "\n",
    "            # Normalizing the gradient to binary in {0, 1}\n",
    "            gradient = torch.ge(inputs.grad.data, 0)\n",
    "            gradient = (gradient.float() - 0.5) * 2\n",
    "            # Normalizing the gradient to the same space of image\n",
    "            norm_scale = torch.tensor(NORM_SCALE, device=gradient.device).view(1, 3, 1, 1)\n",
    "            gradient /= norm_scale\n",
    "            # Adding small perturbations to images\n",
    "            inputs.data = torch.add(inputs.data, gradient, alpha=-self.noiseMagnitude / self.iters)\n",
    "            inputs.grad.zero_\n",
    "\n",
    "        return inputs.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "dee41cdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "class OdinAlgorithm():\n",
    "    def __init__(\n",
    "        self,\n",
    "        temperature: float = 1000,\n",
    "        noiseMagnitude: float = 0.0012,\n",
    "        iters: int = 1,\n",
    "    ):\n",
    "        self.attacker = Attacker(temperature, noiseMagnitude, iters)\n",
    "        self.temperature = temperature\n",
    "\n",
    "    def apply(self, images, net):\n",
    "        inputs = self.attacker.attack(images, net)\n",
    "\n",
    "        with torch.no_grad():\n",
    "            outputs = net(inputs)\n",
    "            # Calculating the softmax score after adding perturbations\n",
    "            nnOutputs = softmax_score(outputs, self.temperature)\n",
    "            return [nnOutputs[i] for i in range(len(nnOutputs))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ee17a4a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "odin = OdinAlgorithm(temperature = 1., noiseMagnitude=0.0012, iters=1)\n",
    "scores_In_odin = compute_scores(model, odin, testloaderIn)\n",
    "scores_Out_odin = compute_scores(model, odin, testloaderOut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3623926a",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores_odin = scores_In_odin+scores_Out_odin\n",
    "fpr_odin, tpr_odin, thresholds_odin = metrics.roc_curve(y, scores_odin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "9892e7e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_In, bins = 25, alpha=0.5, label='softmax scores IN T')\n",
    "plt.hist(scores_In_odin, bins = 25, alpha=0.5, label='softmax scores IN T+ODIN');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "e64b1114",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_Out, bins = 25, alpha=0.5, label='softmax scores OUT T')\n",
    "plt.hist(scores_Out_odin, bins = 25, alpha=0.5, label='softmax scores OUT T+ODIN');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "45491774",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_In_odin, bins = 25, alpha=0.5, label='softmax scores IN');\n",
    "plt.hist(scores_Out_odin, bins = 25, alpha=0.5, label='softmax scores OUT');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "42d8eb2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fpr, tpr)\n",
    "plt.plot(fpr_odin, tpr_odin)\n",
    "plt.ylim(0.8, 1.002)\n",
    "plt.xlabel('False Positive Rate')\n",
    "plt.ylabel('True Positive Rate');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "a5f0ed78",
   "metadata": {},
   "outputs": [],
   "source": [
    "odin1 = OdinAlgorithm(temperature = 1000., noiseMagnitude=0.0012, iters=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "77deaf43",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores_In_odin1 = compute_scores(model, odin1, testloaderIn)\n",
    "scores_Out_odin1 = compute_scores(model, odin1, testloaderOut)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "890ffd84",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_In1, bins = 25, alpha=0.5, label='softmax scores IN T')\n",
    "plt.hist(scores_In_odin1, bins = 25, alpha=0.5, label='softmax scores IN T+ODIN');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "88d00c74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_Out1, bins = 25, alpha=0.5, label='softmax scores OUT T')\n",
    "plt.hist(scores_Out_odin1, bins = 25, alpha=0.5, label='softmax scores OUT T+ODIN');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "703a7222",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(scores_In_odin1, bins = 25, alpha=0.5, label='softmax scores IN');\n",
    "plt.hist(scores_Out_odin1, bins = 25, alpha=0.5, label='softmax scores OUT');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "8f54a9cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "scores_odin1 = scores_In_odin1+scores_Out_odin1\n",
    "fpr_odin1, tpr_odin1, thresholds_odin1 = metrics.roc_curve(y, scores_odin1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ed8a5d2c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(fpr, tpr, label ='baseline  T=1')\n",
    "plt.plot(fpr1, tpr1, label ='temp. scaling T=1000')\n",
    "plt.plot(fpr_odin, tpr_odin, label ='ODIN-T=1')\n",
    "plt.plot(fpr_odin1, tpr_odin1, label ='ODIN-T=1000')\n",
    "plt.ylim(0.8, 1.002)\n",
    "plt.xlabel('False Positive Rate (TinyImageNet)')\n",
    "plt.ylabel('True Positive Rate (CIFAR10)')\n",
    "plt.title('Out-of-distribution detection (Mobilenet)')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc73dcd5",
   "metadata": {},
   "source": [
    "[![Dataflowr](https://raw.githubusercontent.com/dataflowr/website/master/_assets/dataflowr_logo.png)](https://dataflowr.github.io/website/)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dldiy",
   "language": "python",
   "name": "dldiy"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
